• Author / Uploaded
• Mayra Simbaña

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Los datos de la producción de trigo en toneladas y el precio del kilo de harina en pesetas en la década de los 80 en España fueron:

Producción de trigo 30 28 32 25 25 25 22 24 35 40 28.6 286

Precio de la harina 25 30 27 Beta 1 40 Beta 0 42 40 50 45 30 25 35.4 354

-39.04 28.84 -1.35367545 74.1151179

Precio de la harina = 74.116 - 1.3536 (producción de trigo)

En la tabla siguiente se presentan las puntuaciones obtenidas en el examen de ingreso a la Universidad en Estados U (promedio escolar) por ocho estudiantes universitarios. Estime la relación entre GPA y ACT empleando MCO; es decir, obtenga las estimaciones para la pendiente y para el in este caso, el intercepto una interpretación útil? Explique, ¿que tanto mas alto será el GPA predicho si ¿Cuál es el valor que se predice para el GPA si ACT = 20? ¿Qué tanto de la variación en el GPA de estos ocho estudiantes es explicada por el ACT? .Explique.

Y

X

Estudiante

GPA

ACT

1

2.8

21

2

3.4

24

3

3

26

4

3.5

27

5

3.6

29

6

3

25

7

2.7

25

8

3.7

30

25.7 3.2125

Beta 1 Beta 0

0.7265625 7.109375 0.1021978 0.56813187

207 25.875 20

Estime la relación entre GPA y ACT empleando MCO; es decir, obtenga las estimaciones para la pendiente y pa este caso, el intercepto una interpretación útil? Explique, ¿que tanto mas alto será el GPA

este caso, el intercepto una interpretación útil? Explique, ¿que tanto mas alto será el GPA

GPA = .5681 + .1022 ACT ; GPA = 0.5681, si x => La intersección no tiene una interpretación útil porque ACT GPA = .5681 + .1022 (35) = 4.14505 ¿Cuál es el valor que se predice para el GPA si ACT = 20? GPA = .5681 + .1022 (20) = 2.61 ¿Qué tanto de la variación en el GPA de estos ocho estudiantes es explicada por el ACT? .Explique. Alrededor de 57,7% de la variación en el GPA se explica por ACT en esta pequeña muestra de estudiantes.

Utilice los datos de EJ2 para analizar si existe una relación inversa entre las horas de sueño por semana y las hor variables puede usarse como la variable dependiente (sleep corresponde a minutos de sueno por semana duran minutos de trabajo por semana). Formule el modelo Sleep = 3,586.4 – .151 totwrk

Obtenga el β0 y β1 ; la R2.¿Que significa el intercepto de la ecuación? La intersección implica que el importe estimado de sueño por semana para alguien que no trabaja es 3,586.4 m ser alrededor de 8,5 horas por noche.

Si totwrk aumenta 2 horas, .cuanto se estima que disminuirá sleep?. Le parece que este efecto sea grande? Si alguien trabaja dos más horas por semana a continuación, Δtotwrk = 120 (porque totwrk se mide en minuto sólo unos pocos minutos cada noche. Si alguien fuera a trabajar una hora mas en cada uno de los cinco días há Como R2 es el 10%, el modelo no se puede considerar.

sleep

totwrk 3113 2920 2670 3083 3448 4063 3180 2928 3368 3018 1575 3295 3798

3438 5020 2815 Beta 1 3786 Beta 0 2580 1205 2113 3608 2353 2851 6415 370 2438

-135132.793 896428.104 -0.15074582 3586.37695

3008 3248 3683 3201 2580 3420 3090 2760 2880 3470 2673 2820 2873 1905 2926 2603 3238 3888 2716 3245 3158 3105 3515 3330 4153 2955 2200 2885 3345 2765 3928 2833 3750 3328 3795 3363 2280 4151 3266 3570 2885 2879 2790 2799 3173 3308 3305

2693 2526 2950 3003 4011 2300 1543 3473 3276 2506 2651 4580 3588 3418 2250 2638 3173 3446 3588 2961 2778 3080 3556 2788 1100 3116 2506 2763 3048 2511 3268 3242 2550 3188 1555 2743 5043 3570 2883 2398 2663 2363 1800 2700 3031 2438 2620

2975 3316 3226 3635 3233 3348 2630 2858 3203 3451 3008 2821 3525 3150 3113 2816 3105 3605 3611 3128 3213 3860 4275 3076 4313 2885 3165 3105 3063 3368 3415 3508 2788 3180 3123 3388 3610 3351 2653 3413 3218 3045 3433 3730 2970 3475 3430

2698 2970 2430 2250 2888 1345 2925 3976 2205 1208 2905 3825 2348 1825 2563 2576 2275 3595 2575 2843 2188 0 2248 2876 2758 2578 2163 4075 2388 2048 2935 2400 2325 2108 2483 1913 1738 3671 3225 4058 2713 2982 3025 2213 2125 2313 3140

2910 3570 3060 3495 2970 3008 3428 3288 2400 3070 2250 3323 3023 3505 3503 3370 3120 3308 3398 3333 2728 3256 3250 2915 4170 3030 3668 2303 3618 3316 3601 2413 2771 3383 3808 3363 3675 3120 3536 3253 2885 2560 2985 3095 2985 2243 2838

625 2350 2745 2038 2880 3331 1175 1605 3146 3135 4065 2968 2791 2398 1588 2611 2948 3038 1655 2560 1175 1350 3598 2638 3230 3311 2218 3699 3569 1775 283 400 3533 2638 1175 2426 2113 2477 2375 2813 2625 3018 4335 3105 3194 2713 2338

3375 3355 3743 2701 2943 3463 2723 3875 3115 2756 3398 3098 2991 3215 3611 3305 3367 2618 3475 3618 3460 3250 2648 3045 3065 2875 3090 2798 3610 3403 3656 3348 3130 3213 3855 3138 3203 2930 2448 3556 3660 2536 2828 3103 3730 2840 3210

938 3151 0 3695 2575 2380 2781 2088 2892 1188 2088 3480 2588 2688 1445 3050 2250 2763 3008 2941 650 2700 2775 2313 3003 2301 1806 2366 2466 2648 2010 1760 3135 1485 2463 2351 2975 1283 2488 826 2575 2326 2700 1350 1175 2353 1563

3650 2708 3530 4695 3639 2335 2813 3088 3710 3293 3261 3540 3176 3060 3590 2923 3020 3110 3898 2841 3278 3151 3165 3720 3675 3300 2250 3298 3245 2770 3383 3338 3330 3098 3158 3404 3038 3115 2623 3013 2895 1485 2770 3308 3210 3116 3183

600 2501 2250 1533 2513 2896 2550 2747 2127 1125 1125 3692 2225 2375 2100 2243 2275 2393 2408 2413 2420 1263 2765 2100 2425 3213 1200 2276 2475 2300 2188 2313 2300 2828 2200 3748 2681 1860 4325 2313 3411 2075 2587 2975 2125 2628 2388

3330 3113 2880 3308 3428 3998 3965 3515 3345 3638 2655 2618 3450 3188 3390 3108 3825 3778 3046 3333 4575 3263 3113 4545 3880 3303 3388 3278 3376 2895 3216 2930 3150 3248 3983 3218 2803 3038 3150 3405 3548 3670 2961 3530 2668 3233 3750

2866 2173 2450 1613 3150 1350 700 2250 1955 2125 938 3869 2450 2353 2563 1863 2143 1571 2571 1818 0 2250 2313 835 2830 2226 2325 2140 2592 2313 2263 2100 1075 2238 1168 1900 2376 1800 2965 3466 1538 2600 1675 1113 2400 2288 2226

3203 2948 3621 3630 3631 2836 2940 3943 3378 4140 2888 3030 3705 3795 3160 3075 2678 4113 3293 2760 3720 3840 3338 4373 2928 3090 2740 2496 3098 2933 3195 3213 3015 3698 3488 3335 2965 3823 3443 3560 3461 3178 3435 3211 3635 3378 3780

2001 2480 2588 1213 1650 2263 2163 958 3185 0 2931 1138 2363 1298 3103 3261 2755 2488 2058 2695 2113 1538 1323 0 2735 3225 2375 1762 2601 2513 1755 2288 2640 2518 1880 2438 2551 2300 2996 2513 2300 2656 1920 1275 465 1125 1050

2715 3436 3285 3203 3683 3135 3213 3365 3278 3150 3750 3418 2910 3683 2311 3368 3453 3870 2921 3438 3775 2945 3270 3405 3533 3320 3030 3563 3470 3130 3660 4113 2661 2115 3240 3480 4048 2956 2985 2745 3405 3158 3138 3143 2865 3853 3435

2850 2250 2451 2463 2150 2325 3273 2203 1853 3616 1963 1126 2450 1125 3996 3071 2325 2253 2263 2206 2711 1263 1960 1470 2980 2085 2270 3391 1660 2450 1163 1288 2485 2050 1038 1213 1558 1175 0 0 2460 2325 2488 2288 2251 1173 2946

3221 3320 2633 3158 3353 3350 2580 3633 3955 4215 2733 3270 3128 3515 4068 3885 3410 3641 4091 2708 2640 2918 2983 3420 3322 3553 3945 3018 2870 2891 3323 3155 4110 3328 3015 3195 2710 2890 3578 2708 4100 3818 3060 3765 2710 3753 3943

1150 2193 2663 2413 2475 2050 2575 2170 1763 2525 3226 0 2173 2843 2568 913 1497 2686 75 2325 2538 2038 2025 2205 1838 1570 1125 2388 1830 2163 1370 3075 2505 2146 1975 1650 2775 2380 1321 2458 3170 360 750 2100 2368 1325 2451

3505 3693 3150 2780 2955 2948 3045 3595 2985 3346 3195 3073 3608 2928 3525 3953 3218 3848 3740 3570 3218 3255 3363 3286 3255 3548 3181 3188 3318 4030 2746 3410 3943 2423 3388 3280 3376 3458 3710 3196 3206 2881 3113 3128 3203 3330 4180

1993 2533 1671 1950 1313 1813 2049 1963 0 2288 2195 2088 2100 2606 1875 2351 2300 2126 515 2560 2026 2100 1673 2275 2750 2178 1208 1175 0 2193 2288 0 2013 2138 2233 1905 375 1538 788 2293 838 2866 2031 1738 1525 330 2570

3368 3295 3103 3373 3210 2698 3633 2413 3818 3420 3215 2623 2643 3353 3558 2828 3148 3773 3405 3278 2868 3900 2508 3555 3630 3215 3180 3938 3466 2678 3223 3428 3967 3525 3143 3700 3245 2010 3055 3458 4235 3890 4005 3773 3465 3460 3360

1093 2805 825 68 3203 1553 1025 2701 125 0 375 1920 1408 1995 1600 1243 1988 0 375 1051 1733 363 1230 1816 625 0 0 588 1050 800 900 638 1751 900 900 388 305 808 875 613 1183 1050 520 353 2700 0 0

3863 3105 3715 3450 3735 4095 2770 2760 4100 2800 2865 3430 4266 2911 2746 2663 2940 2640 2930 2955 3595 2905 2533 2820 2755 2806 4200 2448 4095 2355 4050 3990 3975 2738 2848 2818 2470 3855 3803 2940 3791 3785 3755 3745 3743 2113 4350

0 0 2443 995 1975 1313 4000 3518 188 0 3438 1150 2880 2100 2740 0 2475 3180 1950 2225 2478 3648 1565 3615 2705 2476 0 3325 1413 2726 0 1725 0 2475 638 2505 2026 360 2446 1725 2808 800 1138 900 3118 2488 480

3860 2053 3705 3703 2381 3670 3655 3650 3643 3638 3733 3725 3630 3628 3628 3800 3615 3600 3598 1740 3583 3580 2700 3565 3550 3548 3543 3538 3530 3525 3525 3523 3950 4420 3871 3503 3498 3488 3480 3478 3468 3460 3455 1546 3435 3433 755

1334 2276 940 2948 2760 2175 460 1773 3085 1375 2288 2616 875 0 1013 1925 2443 2163 2376 2909 2508 3166 2206 2150 2455 113 1088 2388 4805 1933 1950 1971 500 2450 2050 950 1015 1715 1113 1200 2871 2250 2828 3316 0 745 2663

3423 3423 3420 2793 3405 3405 3395 3391 3390 3935 3375 3360 3360 3355 2655 3338 3338 3330 3326 3315 3315 3310 3310 3308 3308 3295 3295 3285 3285 3271 3268 3261 3260 3255 3248 3236 3235 3230 3225 3225 3225 3218 3218 3210 3203 3201 3200

3338 1588 830 1273 2145 1875 1988 2895 583 163 2905 3135 3075 0 2688 2263 2588 3148 2468 1525 2948 0 2826 2326 2820 2513 3171 1325 2493 3441 1238 2588 3590 1548 3190 2350 0 2150 2535 638 2260 3275 1013 2433 2450 2298 2363

3195 3190 3188 3188 3181 3176 3175 3165 3390 3630 3150 3140 3135 3615 3110 3095 3090 3073 3068 3065 3573 3060 3040 3028 3023 3023 3015 3008 2993 2985 2985 3520 3510 2970 2970 3266.35552

1578 2500 2526 2538 2393 2163 3481 2163 3421 2300 1188 2666 1538 1888 0 2293 538 2351 2373 2148 2013 2603 1510 2513 2418 2281 1183 2275 2725 2388 2026 675 1851 1961 2363 2122.92068

na en pesetas

greso a la Universidad en Estados Unidos, ACT (American College Test), y en el GPA

ciones para la pendiente y para el intercepto. Comente la dirección de la relación ¿tiene, en predicho si ACT aumenta cinco puntos? ? .Explique.

GPA gorro 2.71428571 3.02087912 3.22527473 3.32747253 3.53186813 3.12307692 3.12307692 3.63406593

u 0.08571429 0.37912088 -0.22527473 0.17252747 0.06813187 -0.12307692 -0.42307692 0.06593407

2.61208791 -2.61208791

u^2 0.00734694 0.14373264 0.0507487 0.02976573 0.00464195 0.01514793 0.17899408 0.0043473 0.43472527

y gorro ^2 0.17015625 0.03515625 0.04515625 0.08265625 0.15015625 0.04515625 0.26265625 0.23765625 1.02875

0.57742379

estimaciones para la pendiente y para el intercepto. Comente la dirección de la relación ¿tiene, en lto será el GPA predicho si ACT aumenta cinco puntos?

lto será el GPA predicho si ACT aumenta cinco puntos?

una interpretación útil porque ACT no está cerca de cero para la población de interés.

ACT? .Explique.

equeña muestra de estudiantes.

oras de sueño por semana y las horas de trabajo pagado por semana. Cualquiera de las inutos de sueno por semana durante la noche y totwrk corresponde al total de

alguien que no trabaja es 3,586.4 minutos, o alrededor de 59,77 horas. Esto viene a

ce que este efecto sea grande? (porque totwrk se mide en minutos), y así = - 0.151 (120) = -18,12 minutos. Esto es as en cada uno de los cinco días hábiles.

sleep gorro 3068.11281 2829.63291 3162.02746 3015.65326 3197.45273 3404.72823 3267.85103 3042.48602 3231.67203 3156.60061 2619.34249 3530.601 3218.85863

u 44.8871918 90.3670856 -492.027457 67.3467386 250.547275 658.271767 -87.8510251 -114.486018 136.327973 -138.600607 -1044.34249 -235.600997 579.141368

u^2 2014.85999 8166.21015 242091.018 4535.5832 62773.9369 433321.719 7717.80262 13107.0483 18585.3161 19210.1282 1090651.24 55507.8296 335404.724

y gorro ^2 23517.9168 119962.149 355639.911 33619.2482 32994.7156 634642.421 7457.27654 114484.461 10331.5995 61680.4663 2860683.51 820.506001 282645.849

3180.41845 3205.593 3141.67677 3133.68724 2981.73545 3239.66156 3353.77614 3062.8367 3092.53363 3208.60792 3186.74977 2895.96108 3045.50093 3071.12772 3247.19885 3188.70947 3108.06045 3066.90684 3045.50093 3140.01857 3167.60505 3122.07981 3050.3248 3166.09759 3420.55654 3116.65296 3208.60792 3169.86624 3126.90368 3207.85419 3093.7396 3097.65899 3201.9751 3105.79926 3351.9672 3172.88116 2826.16576 3048.21436 3151.77674 3224.88847 3184.94082 3230.16457 3315.03447 3179.36323 3129.46636 3218.85863 3191.42289

-172.418447 42.4070002 541.32323 67.3127583 -401.735451 180.338444 -263.776145 -302.836704 -212.533632 261.392084 -513.749772 -75.961077 -172.500935 -1166.12772 -321.198847 -585.709467 129.939548 821.093158 -329.500935 104.981434 -9.60505211 -17.0798132 464.675199 163.902406 732.443455 -161.652964 -1008.60792 -284.866239 218.09632 -442.854187 834.260402 -264.65899 548.0249 222.200736 443.032805 190.118844 -546.16576 1102.78564 114.223259 345.111535 -299.940822 -351.164569 -525.034468 -380.363226 43.5336414 89.1413677 113.577108

29728.1209 1798.35367 293030.839 4531.00743 161391.373 32521.9544 69577.8546 91710.0695 45170.5446 68325.8214 263938.828 5770.08523 29756.5724 1359853.87 103168.699 343055.58 16884.2862 674193.975 108570.866 11021.1014 92.2570259 291.72002 215923.041 26863.9987 536473.415 26131.6806 1017289.93 81148.7744 47566.005 196119.831 695990.418 70044.3808 300331.291 49373.167 196278.066 36145.1749 298297.038 1216136.17 13046.953 119101.971 89964.4966 123316.555 275661.193 144676.184 1895.17793 7946.18343 12899.7594

66747.5768 336.925264 173592.619 4271.34453 471083.905 23606.625 31101.2709 256395.917 149270.591 41471.0726 352070.778 199233.254 154728.568 1853288.86 115841.883 440040.551 804.035746 386441.854 302891.203 456.058409 11740.9196 26035.6052 61824.0754 4050.61932 786138.427 96942.2624 1137114.1 145432.036 6184.95359 251357.362 437773.413 187797.01 233911.979 3800.04141 279464.982 9340.15473 972897.22 782595.849 0.12639737 92199.9678 145432.036 150044.302 226914.585 218421.186 8715.25388 1734.26237 1493.39552

3179.66472 3138.66185 3220.0646 3247.19885 3151.02301 3383.62382 3145.44542 2987.01155 3253.98241 3404.276 3148.46033 3009.77417 3232.42576 3311.26582 3200.0154 3198.05571 3243.4302 3044.44571 3198.20645 3157.80657 3256.54509 3586.37695 3247.50034 3152.83196 3170.61997 3197.75422 3260.31373 2972.08772 3226.39592 3277.6495 3143.93796 3224.58697 3235.89291 3268.60475 3212.07507 3298.00019 3324.38071 3032.98903 3100.22167 2974.6504 3177.40353 3136.8529 3130.37083 3252.77644 3266.04208 3237.70186 3113.03506

-204.664718 177.338146 5.9354011 387.801153 81.9769885 -35.6238181 -515.445416 -129.011555 -50.9824093 46.724004 -140.460332 -188.774174 292.574244 -161.265822 -87.0154043 -382.055709 -138.430202 560.554286 412.793546 -29.8065735 -43.5450883 273.623048 1027.49966 -76.8319613 1142.38003 -312.754217 -95.3137339 132.912282 -163.395924 90.3504963 271.062042 283.413026 -447.89291 -88.6047543 -89.0750702 89.99981 285.619291 318.010969 -447.221669 438.349603 40.5964693 -91.852904 302.629166 477.223557 -296.042075 237.29814 316.964936

41887.6468 31448.8181 35.2289862 150389.734 6720.22665 1269.05641 265683.977 16643.9813 2599.20606 2183.13255 19729.105 35635.6889 85599.688 26006.6655 7571.68058 145966.564 19162.9207 314221.108 170398.511 888.431826 1896.17472 74869.5727 1055755.55 5903.15028 1305032.14 97815.2002 9084.70788 17665.6746 26698.2278 8163.21218 73474.6308 80322.9435 200608.059 7850.80248 7934.36813 8099.96581 81578.3793 101130.976 200007.221 192150.374 1648.07332 8436.95597 91584.4124 227742.324 87640.9103 56310.4071 100466.771

84888.0414 2464.57399 1628.56832 135898.75 1112.59099 6665.82045 404948.353 166754.234 4013.92243 34093.5825 66747.5768 198341.543 66896.9649 13538.608 23517.9168 202820.098 26035.6052 114680.081 118779.815 19142.251 2846.81195 352413.764 1017363.68 36235.2255 1095464.66 145432.036 10272.9423 26035.6052 41353.4692 10331.5995 22095.1802 58392.0527 228824.007 7457.27654 20550.8063 14797.3785 118091.526 7164.6873 376204.999 21504.6023 2338.25671 48998.268 27770.3814 214966.2 87826.5967 43532.5173 26779.5145

3492.16081 3232.12426 3172.57966 3279.15696 3152.22898 3084.24261 3409.25061 3344.4299 3112.13059 3113.78879 2973.59518 3138.96335 3165.64536 3224.88847 3346.99258 3192.7796 3141.97826 3128.41114 3336.89261 3200.46764 3409.25061 3382.87009 3043.99348 3188.70947 3099.46794 3087.25753 3252.02271 3028.76815 3048.36511 3318.80311 3543.71588 3526.07862 3053.79195 3188.70947 3409.25061 3220.66758 3267.85103 3212.97955 3228.35562 3162.32895 3190.66916 3131.42605 2932.8938 3118.31117 3104.89479 3177.40353 3233.93321

-582.160811 337.875735 -112.579664 215.843038 -182.228978 -76.2426114 18.7493918 -56.4299038 -712.130589 -43.7887929 -723.595176 184.036654 -142.645356 280.111535 156.007417 177.220395 -21.978262 179.588862 61.1073874 132.532358 -681.250608 -126.870089 206.006524 -273.709467 1070.53206 -57.2575279 415.977286 -725.768148 569.634895 -2.8031137 57.2841167 -1113.07862 -282.791955 194.290533 398.749392 142.332418 407.148975 -92.9795452 307.644381 90.6710517 -305.669163 -571.426054 52.106196 -23.3111676 -119.894789 -934.403531 -395.933215

338911.21 114160.012 12674.1808 46588.2171 33207.4004 5812.93579 351.539694 3184.33404 507129.976 1917.45838 523589.979 33869.4902 20347.6977 78462.4719 24338.3142 31407.0685 483.044001 32252.1594 3734.1128 17564.826 464102.391 16096.0195 42438.6878 74916.8726 1146038.89 3278.4245 173037.103 526739.405 324483.913 7.8574464 3281.47003 1238944.02 79971.2898 37748.811 159001.077 20258.5172 165770.288 8645.19582 94645.065 8221.23962 93433.6373 326527.736 2715.05567 543.410536 14374.7605 873109.958 156763.111

126989.26 92199.9678 42582.6023 52278.2964 87826.5967 66747.5768 26128.9366 468.483338 750571.894 38555.4918 1032978.55 3208.59665 59221.9111 56951.1859 56000.608 10742.1774 21419.9394 1734.26237 17330.268 4441.48617 289826.67 107.236879 267.503168 123450.704 816573.339 55863.9338 161318.285 928053.866 123653.837 2464.57399 111986.925 728215.65 245377.095 13605.9338 293378.738 9340.15473 166990.308 21419.9394 72708.1434 178.370023 145432.036 498938.126 79160.9309 29362.7156 79160.9309 1047256.53 183488.455

3444.97737 3111.37686 3586.37695 3029.37113 3198.20645 3227.60189 3167.15281 3271.61967 3150.42003 3407.29091 3271.61967 3061.78148 3196.24676 3181.17218 3368.54924 3126.60219 3247.19885 3169.86624 3132.93351 3143.03348 3488.39217 3179.36323 3168.05729 3237.70186 3133.68724 3239.51081 3314.12999 3229.71233 3214.63775 3187.20201 3283.37785 3321.0643 3113.78879 3362.5194 3215.08999 3231.97352 3137.90812 3392.97006 3211.32134 3461.8609 3198.20645 3235.74216 3179.36323 3382.87009 3409.25061 3231.67203 3350.76123

-69.9773685 243.62314 156.623048 -328.371131 -255.206454 235.39811 -444.152815 603.380329 -35.4200282 -651.290912 126.380329 36.2185164 -205.246759 33.8278237 242.450764 178.397812 119.801153 -551.866239 342.066487 474.966517 -28.3921658 70.6367736 -520.05729 -192.70186 -68.6872417 -364.51081 -224.129993 -431.712332 395.362251 215.797991 372.622155 26.9356989 16.2112071 -149.519403 639.910013 -93.973519 65.0918752 -462.970059 -763.321341 94.1390992 461.793546 -699.742165 -351.363226 -279.870089 320.749392 -391.672027 -140.761228

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5091.61082 5830.16606 6139.58815 6139.58815 7285.56549 8164.12073 8345.83178 10272.9423 15287.9564 132237.305 13538.608 15965.7185 17254.2737 121552.971 24447.0499 29362.7156 31101.2709 37386.3587 39344.9139 40544.0471 94030.8346 42582.6023 51236.8233 56813.3559 59221.9111 59221.9111 63179.5995 66747.5768 74723.2425 79160.9309 79160.9309 64335.5202 59362.6306 87826.5967 87826.5967 139239836 10%